Overview

Dataset statistics

Number of variables	34
Number of observations	148670
Missing cells	181135
Missing cells (%)	3.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	38.6 MiB
Average record size in memory	272.0 B

Variable types

Numeric	11
Categorical	23

Alerts

`year` has constant value "2019"	Constant
`Gender` is highly overall correlated with `co-applicant_credit_type`	High correlation
`Interest_rate_spread` is highly overall correlated with `Secured_by` and 4 other fields	High correlation
`Secured_by` is highly overall correlated with `Interest_rate_spread` and 4 other fields	High correlation
`Security_Type` is highly overall correlated with `Interest_rate_spread` and 4 other fields	High correlation
`Status` is highly overall correlated with `Interest_rate_spread` and 1 other fields	High correlation
`Upfront_charges` is highly overall correlated with `Secured_by` and 3 other fields	High correlation
`business_or_commercial` is highly overall correlated with `loan_type`	High correlation
`co-applicant_credit_type` is highly overall correlated with `Gender`	High correlation
`construction_type` is highly overall correlated with `Interest_rate_spread` and 4 other fields	High correlation
`credit_type` is highly overall correlated with `Status`	High correlation
`income` is highly overall correlated with `loan_amount` and 1 other fields	High correlation
`loan_amount` is highly overall correlated with `income` and 1 other fields	High correlation
`loan_type` is highly overall correlated with `business_or_commercial`	High correlation
`open_credit` is highly overall correlated with `Upfront_charges`	High correlation
`property_value` is highly overall correlated with `income` and 1 other fields	High correlation
`rate_of_interest` is highly overall correlated with `Interest_rate_spread` and 3 other fields	High correlation
`loan_limit` is highly imbalanced (63.9%)	Imbalance
`Credit_Worthiness` is highly imbalanced (74.6%)	Imbalance
`open_credit` is highly imbalanced (96.4%)	Imbalance
`Neg_ammortization` is highly imbalanced (52.5%)	Imbalance
`interest_only` is highly imbalanced (72.3%)	Imbalance
`lump_sum_payment` is highly imbalanced (84.3%)	Imbalance
`construction_type` is highly imbalanced (99.7%)	Imbalance
`occupancy_type` is highly imbalanced (72.9%)	Imbalance
`Secured_by` is highly imbalanced (99.7%)	Imbalance
`total_units` is highly imbalanced (93.6%)	Imbalance
`Security_Type` is highly imbalanced (99.7%)	Imbalance
`loan_limit` has 3344 (2.2%) missing values	Missing
`rate_of_interest` has 36439 (24.5%) missing values	Missing
`Interest_rate_spread` has 36639 (24.6%) missing values	Missing
`Upfront_charges` has 39642 (26.7%) missing values	Missing
`property_value` has 15098 (10.2%) missing values	Missing
`income` has 9150 (6.2%) missing values	Missing
`LTV` has 15098 (10.2%) missing values	Missing
`dtir1` has 24121 (16.2%) missing values	Missing
`LTV` is highly skewed (γ1 = 120.6153375)	Skewed
`ID` is uniformly distributed	Uniform
`ID` has unique values	Unique
`Upfront_charges` has 20770 (14.0%) zeros	Zeros

Reproduction

Analysis started	2025-11-26 17:28:27.614795
Analysis finished	2025-11-26 17:28:59.614508
Duration	32 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

ID
Real number (ℝ)

Uniform Unique

Distinct	148670
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99224.5

Minimum	24890
Maximum	173559
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	24890
5-th percentile	32323.45
Q1	62057.25
median	99224.5
Q3	136391.75
95-th percentile	166125.55
Maximum	173559
Range	148669
Interquartile range (IQR)	74334.5

Descriptive statistics

Standard deviation	42917.477
Coefficient of variation (CV)	0.43252903
Kurtosis	-1.2
Mean	99224.5
Median Absolute Deviation (MAD)	37167.5
Skewness	0
Sum	1.4751706 × 10¹⁰
Variance	1.8419098 × 10⁹
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24890	1	< 0.1%
24891	1	< 0.1%
24892	1	< 0.1%
24893	1	< 0.1%
24894	1	< 0.1%
24895	1	< 0.1%
24896	1	< 0.1%
24897	1	< 0.1%
24898	1	< 0.1%
24899	1	< 0.1%
Other values (148660)	148660	> 99.9%

Value	Count	Frequency (%)
24890	1	< 0.1%
24891	1	< 0.1%
24892	1	< 0.1%
24893	1	< 0.1%
24894	1	< 0.1%
24895	1	< 0.1%
24896	1	< 0.1%
24897	1	< 0.1%
24898	1	< 0.1%
24899	1	< 0.1%

Value	Count	Frequency (%)
173559	1	< 0.1%
173558	1	< 0.1%
173557	1	< 0.1%
173556	1	< 0.1%
173555	1	< 0.1%
173554	1	< 0.1%
173553	1	< 0.1%
173552	1	< 0.1%
173551	1	< 0.1%
173550	1	< 0.1%

year
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

2019	148670

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	594680
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2019
2nd row	2019
3rd row	2019
4th row	2019
5th row	2019

Common Values

Value	Count	Frequency (%)
2019	148670	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2019	148670	100.0%

Most occurring characters

Value	Count	Frequency (%)
2	148670	25.0%
0	148670	25.0%
1	148670	25.0%
9	148670	25.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	594680	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	148670	25.0%
0	148670	25.0%
1	148670	25.0%
9	148670	25.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	594680	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	148670	25.0%
0	148670	25.0%
1	148670	25.0%
9	148670	25.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	594680	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	148670	25.0%
0	148670	25.0%
1	148670	25.0%
9	148670	25.0%

loan_limit
Categorical

Imbalance Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	3344
Missing (%)	2.2%
Memory size	1.1 MiB

cf	135348
ncf	9978

Length

Max length	3
Median length	2
Mean length	2.0686594
Min length	2

Characters and Unicode

Total characters	300630
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	cf
2nd row	cf
3rd row	cf
4th row	cf
5th row	cf

Common Values

Value	Count	Frequency (%)
cf	135348	91.0%
ncf	9978	6.7%
(Missing)	3344	2.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cf	135348	93.1%
ncf	9978	6.9%

Most occurring characters

Value	Count	Frequency (%)
c	145326	48.3%
f	145326	48.3%
n	9978	3.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	300630	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
c	145326	48.3%
f	145326	48.3%
n	9978	3.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	300630	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
c	145326	48.3%
f	145326	48.3%
n	9978	3.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	300630	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
c	145326	48.3%
f	145326	48.3%
n	9978	3.3%

Gender
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Male	42346
Joint	41399
Sex Not Available	37659
Female	27266

Length

Max length	17
Median length	6
Mean length	7.9382391
Min length	4

Characters and Unicode

Total characters	1180178
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Sex Not Available
2nd row	Male
3rd row	Male
4th row	Male
5th row	Joint

Common Values

Value	Count	Frequency (%)
Male	42346	28.5%
Joint	41399	27.8%
Sex Not Available	37659	25.3%
Female	27266	18.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	42346	18.9%
joint	41399	18.5%
sex	37659	16.8%
not	37659	16.8%
available	37659	16.8%
female	27266	12.2%

Most occurring characters

Value	Count	Frequency (%)
e	172196	14.6%
a	144930	12.3%
l	144930	12.3%
t	79058	6.7%
o	79058	6.7%
i	79058	6.7%
	75318	6.4%
M	42346	3.6%
n	41399	3.5%
J	41399	3.5%
Other values (8)	280486	23.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1180178	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	172196	14.6%
a	144930	12.3%
l	144930	12.3%
t	79058	6.7%
o	79058	6.7%
i	79058	6.7%
	75318	6.4%
M	42346	3.6%
n	41399	3.5%
J	41399	3.5%
Other values (8)	280486	23.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1180178	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	172196	14.6%
a	144930	12.3%
l	144930	12.3%
t	79058	6.7%
o	79058	6.7%
i	79058	6.7%
	75318	6.4%
M	42346	3.6%
n	41399	3.5%
J	41399	3.5%
Other values (8)	280486	23.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1180178	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	172196	14.6%
a	144930	12.3%
l	144930	12.3%
t	79058	6.7%
o	79058	6.7%
i	79058	6.7%
	75318	6.4%
M	42346	3.6%
n	41399	3.5%
J	41399	3.5%
Other values (8)	280486	23.8%

approv_in_adv
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	908
Missing (%)	0.6%
Memory size	1.1 MiB

nopre	124621
pre	23141

Length

Max length	5
Median length	5
Mean length	4.6867801
Min length	3

Characters and Unicode

Total characters	692528
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	nopre
2nd row	nopre
3rd row	pre
4th row	nopre
5th row	pre

Common Values

Value	Count	Frequency (%)
nopre	124621	83.8%
pre	23141	15.6%
(Missing)	908	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nopre	124621	84.3%
pre	23141	15.7%

Most occurring characters

Value	Count	Frequency (%)
p	147762	21.3%
e	147762	21.3%
r	147762	21.3%
n	124621	18.0%
o	124621	18.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	692528	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
p	147762	21.3%
e	147762	21.3%
r	147762	21.3%
n	124621	18.0%
o	124621	18.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	692528	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
p	147762	21.3%
e	147762	21.3%
r	147762	21.3%
n	124621	18.0%
o	124621	18.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	692528	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
p	147762	21.3%
e	147762	21.3%
r	147762	21.3%
n	124621	18.0%
o	124621	18.0%

loan_type
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

type1	113173
type2	20762
type3	14735

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	743350
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	type1
2nd row	type2
3rd row	type1
4th row	type1
5th row	type1

Common Values

Value	Count	Frequency (%)
type1	113173	76.1%
type2	20762	14.0%
type3	14735	9.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
type1	113173	76.1%
type2	20762	14.0%
type3	14735	9.9%

Most occurring characters

Value	Count	Frequency (%)
t	148670	20.0%
y	148670	20.0%
p	148670	20.0%
e	148670	20.0%
1	113173	15.2%
2	20762	2.8%
3	14735	2.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	743350	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	148670	20.0%
y	148670	20.0%
p	148670	20.0%
e	148670	20.0%
1	113173	15.2%
2	20762	2.8%
3	14735	2.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	743350	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	148670	20.0%
y	148670	20.0%
p	148670	20.0%
e	148670	20.0%
1	113173	15.2%
2	20762	2.8%
3	14735	2.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	743350	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	148670	20.0%
y	148670	20.0%
p	148670	20.0%
e	148670	20.0%
1	113173	15.2%
2	20762	2.8%
3	14735	2.0%

loan_purpose
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	134
Missing (%)	0.1%
Memory size	1.1 MiB

p3	55934
p4	54799
p1	34529
p2	3274

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	297072
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	p1
2nd row	p1
3rd row	p1
4th row	p4
5th row	p1

Common Values

Value	Count	Frequency (%)
p3	55934	37.6%
p4	54799	36.9%
p1	34529	23.2%
p2	3274	2.2%
(Missing)	134	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
p3	55934	37.7%
p4	54799	36.9%
p1	34529	23.2%
p2	3274	2.2%

Most occurring characters

Value	Count	Frequency (%)
p	148536	50.0%
3	55934	18.8%
4	54799	18.4%
1	34529	11.6%
2	3274	1.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	297072	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
p	148536	50.0%
3	55934	18.8%
4	54799	18.4%
1	34529	11.6%
2	3274	1.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	297072	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
p	148536	50.0%
3	55934	18.8%
4	54799	18.4%
1	34529	11.6%
2	3274	1.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	297072	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
p	148536	50.0%
3	55934	18.8%
4	54799	18.4%
1	34529	11.6%
2	3274	1.1%

Credit_Worthiness
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

l1	142344
l2	6326

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	297340
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	l1
2nd row	l1
3rd row	l1
4th row	l1
5th row	l1

Common Values

Value	Count	Frequency (%)
l1	142344	95.7%
l2	6326	4.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
l1	142344	95.7%
l2	6326	4.3%

Most occurring characters

Value	Count	Frequency (%)
l	148670	50.0%
1	142344	47.9%
2	6326	2.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	297340	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	148670	50.0%
1	142344	47.9%
2	6326	2.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	297340	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	148670	50.0%
1	142344	47.9%
2	6326	2.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	297340	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	148670	50.0%
1	142344	47.9%
2	6326	2.1%

open_credit
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

nopc	148114
opc	556

Length

Max length	4
Median length	4
Mean length	3.9962602
Min length	3

Characters and Unicode

Total characters	594124
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	nopc
2nd row	nopc
3rd row	nopc
4th row	nopc
5th row	nopc

Common Values

Value	Count	Frequency (%)
nopc	148114	99.6%
opc	556	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nopc	148114	99.6%
opc	556	0.4%

Most occurring characters

Value	Count	Frequency (%)
o	148670	25.0%
p	148670	25.0%
c	148670	25.0%
n	148114	24.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	594124	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	148670	25.0%
p	148670	25.0%
c	148670	25.0%
n	148114	24.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	594124	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	148670	25.0%
p	148670	25.0%
c	148670	25.0%
n	148114	24.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	594124	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	148670	25.0%
p	148670	25.0%
c	148670	25.0%
n	148114	24.9%

business_or_commercial
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

nob/c	127908
b/c	20762

Length

Max length	5
Median length	5
Mean length	4.7206968
Min length	3

Characters and Unicode

Total characters	701826
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	nob/c
2nd row	b/c
3rd row	nob/c
4th row	nob/c
5th row	nob/c

Common Values

Value	Count	Frequency (%)
nob/c	127908	86.0%
b/c	20762	14.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nob/c	127908	86.0%
b/c	20762	14.0%

Most occurring characters

Value	Count	Frequency (%)
b	148670	21.2%
c	148670	21.2%
/	148670	21.2%
n	127908	18.2%
o	127908	18.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	701826	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
b	148670	21.2%
c	148670	21.2%
/	148670	21.2%
n	127908	18.2%
o	127908	18.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	701826	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
b	148670	21.2%
c	148670	21.2%
/	148670	21.2%
n	127908	18.2%
o	127908	18.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	701826	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
b	148670	21.2%
c	148670	21.2%
/	148670	21.2%
n	127908	18.2%
o	127908	18.2%

loan_amount
Real number (ℝ)

High correlation

Distinct	211
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	331117.74

Minimum	16500
Maximum	3576500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	16500
5-th percentile	106500
Q1	196500
median	296500
Q3	436500
95-th percentile	656500
Maximum	3576500
Range	3560000
Interquartile range (IQR)	240000

Descriptive statistics

Standard deviation	183909.31
Coefficient of variation (CV)	0.55541968
Kurtosis	9.1277753
Mean	331117.74
Median Absolute Deviation (MAD)	120000
Skewness	1.6669981
Sum	4.9227275 × 10¹⁰
Variance	3.3822634 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
206500	4610	3.1%
256500	4079	2.7%
156500	3967	2.7%
226500	3944	2.7%
486500	3819	2.6%
306500	3691	2.5%
246500	3669	2.5%
216500	3649	2.5%
236500	3553	2.4%
266500	3543	2.4%
Other values (201)	110146	74.1%

Value	Count	Frequency (%)
16500	3	< 0.1%
26500	27	< 0.1%
36500	119	0.1%
46500	212	0.1%
56500	810	0.5%
66500	859	0.6%
76500	1701	1.1%
86500	1605	1.1%
96500	1484	1.0%
106500	3210	2.2%

Value	Count	Frequency (%)
3576500	1	< 0.1%
3346500	1	< 0.1%
3006500	4	< 0.1%
2986500	1	< 0.1%
2926500	1	< 0.1%
2706500	1	< 0.1%
2626500	1	< 0.1%
2606500	1	< 0.1%
2596500	1	< 0.1%
2506500	2	< 0.1%

rate_of_interest
Real number (ℝ)

High correlation Missing

Distinct	131
Distinct (%)	0.1%
Missing	36439
Missing (%)	24.5%
Infinite	0
Infinite (%)	0.0%
Mean	4.0454758

Minimum	0
Maximum	8
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	3.125
Q1	3.625
median	3.99
Q3	4.375
95-th percentile	4.99
Maximum	8
Range	8
Interquartile range (IQR)	0.75

Descriptive statistics

Standard deviation	0.56139119
Coefficient of variation (CV)	0.13877013
Kurtosis	0.34456404
Mean	4.0454758
Median Absolute Deviation (MAD)	0.365
Skewness	0.38840603
Sum	454027.79
Variance	0.31516007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.99	14455	9.7%
3.625	8800	5.9%
3.875	8592	5.8%
3.75	8474	5.7%
3.5	6866	4.6%
4.5	6809	4.6%
4.375	6482	4.4%
4.25	6045	4.1%
4.125	5797	3.9%
4.75	4875	3.3%
Other values (121)	35036	23.6%
(Missing)	36439	24.5%

Value	Count	Frequency (%)
0	1	< 0.1%
2.125	1	< 0.1%
2.25	4	< 0.1%
2.375	2	< 0.1%
2.475	2	< 0.1%
2.5	21	< 0.1%
2.575	1	< 0.1%
2.6	3	< 0.1%
2.625	25	< 0.1%
2.65	2	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7.75	1	< 0.1%
7.5	2	< 0.1%
7.375	1	< 0.1%
7.125	1	< 0.1%
7	1	< 0.1%
6.875	1	< 0.1%
6.75	5	< 0.1%
6.5	3	< 0.1%
6.375	1	< 0.1%

Interest_rate_spread
Real number (ℝ)

High correlation Missing

Distinct	22516
Distinct (%)	20.1%
Missing	36639
Missing (%)	24.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.44165566

Minimum	-3.638
Maximum	3.357
Zeros	9
Zeros (%)	< 0.1%
Negative	21883
Negative (%)	14.7%
Memory size	1.1 MiB

Quantile statistics

Minimum	-3.638
5-th percentile	-0.31745
Q1	0.076
median	0.3904
Q3	0.7754
95-th percentile	1.3794
Maximum	3.357
Range	6.995
Interquartile range (IQR)	0.6994

Descriptive statistics

Standard deviation	0.51304274
Coefficient of variation (CV)	1.1616351
Kurtosis	-0.18356608
Mean	0.44165566
Median Absolute Deviation (MAD)	0.3427
Skewness	0.28076233
Sum	49479.125
Variance	0.26321285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.028	77	0.1%
-0.038	64	< 0.1%
-0.023	60	< 0.1%
-0.173	56	< 0.1%
-0.148	52	< 0.1%
0.202	51	< 0.1%
0.252	51	< 0.1%
0.112	46	< 0.1%
0.257	46	< 0.1%
-0.013	45	< 0.1%
Other values (22506)	111483	75.0%
(Missing)	36639	24.6%

Value	Count	Frequency (%)
-3.638	1	< 0.1%
-1.0841	1	< 0.1%
-1.047	1	< 0.1%
-1.0462	1	< 0.1%
-1.039	1	< 0.1%
-1.038	1	< 0.1%
-1.0379	1	< 0.1%
-1.0343	1	< 0.1%
-1.0294	1	< 0.1%
-1.0288	1	< 0.1%

Value	Count	Frequency (%)
3.357	1	< 0.1%
2.8854	1	< 0.1%
2.7227	1	< 0.1%
2.6368	1	< 0.1%
2.5932	1	< 0.1%
2.5851	1	< 0.1%
2.537	1	< 0.1%
2.5144	1	< 0.1%
2.4093	1	< 0.1%
2.182	1	< 0.1%

Upfront_charges
Real number (ℝ)

High correlation Missing Zeros

Distinct	58271
Distinct (%)	53.4%
Missing	39642
Missing (%)	26.7%
Infinite	0
Infinite (%)	0.0%
Mean	3224.9961

Minimum	0
Maximum	60000
Zeros	20770
Zeros (%)	14.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	581.49
median	2596.45
Q3	4812.5
95-th percentile	9272.6885
Maximum	60000
Range	60000
Interquartile range (IQR)	4231.01

Descriptive statistics

Standard deviation	3251.1215
Coefficient of variation (CV)	1.0081009
Kurtosis	6.3685863
Mean	3224.9961
Median Absolute Deviation (MAD)	2108.66
Skewness	1.7540757
Sum	3.5161488 × 10⁸
Variance	10569791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20770	14.0%
1250	1184	0.8%
1150	892	0.6%
795	487	0.3%
295	403	0.3%
950	192	0.1%
3000	173	0.1%
995	151	0.1%
4000	149	0.1%
5000	147	0.1%
Other values (58261)	84480	56.8%
(Missing)	39642	26.7%

Value	Count	Frequency (%)
0	20770	14.0%
0.03	1	< 0.1%
0.06	1	< 0.1%
0.35	1	< 0.1%
0.6	1	< 0.1%
0.72	1	< 0.1%
0.75	1	< 0.1%
0.92	1	< 0.1%
1	12	< 0.1%
1.15	1	< 0.1%

Value	Count	Frequency (%)
60000	1	< 0.1%
53485.78	1	< 0.1%
38437.5	1	< 0.1%
38375	1	< 0.1%
37604.38	1	< 0.1%
35192.5	1	< 0.1%
33268	1	< 0.1%
32850	1	< 0.1%
32825.25	1	< 0.1%
32647	1	< 0.1%

term
Real number (ℝ)

Distinct	26
Distinct (%)	< 0.1%
Missing	41
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	335.13658

Minimum	96
Maximum	360
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	96
5-th percentile	180
Q1	360
median	360
Q3	360
95-th percentile	360
Maximum	360
Range	264
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	58.409084
Coefficient of variation (CV)	0.17428442
Kurtosis	3.1732363
Mean	335.13658
Median Absolute Deviation (MAD)	0
Skewness	-2.1748218
Sum	49811015
Variance	3411.621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
360	121685	81.8%
180	12981	8.7%
240	5859	3.9%
300	2822	1.9%
324	2766	1.9%
120	510	0.3%
144	263	0.2%
348	260	0.2%
336	213	0.1%
96	194	0.1%
Other values (16)	1076	0.7%

Value	Count	Frequency (%)
96	194	0.1%
108	33	< 0.1%
120	510	0.3%
132	93	0.1%
144	263	0.2%
156	174	0.1%
165	1	< 0.1%
168	82	0.1%
180	12981	8.7%
192	17	< 0.1%

Value	Count	Frequency (%)
360	121685	81.8%
348	260	0.2%
336	213	0.1%
324	2766	1.9%
322	1	< 0.1%
312	185	0.1%
300	2822	1.9%
288	90	0.1%
280	1	< 0.1%
276	100	0.1%

Neg_ammortization
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	121
Missing (%)	0.1%
Memory size	1.1 MiB

not_neg	133420
neg_amm	15129

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	1039843
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	not_neg
2nd row	not_neg
3rd row	neg_amm
4th row	not_neg
5th row	not_neg

Common Values

Value	Count	Frequency (%)
not_neg	133420	89.7%
neg_amm	15129	10.2%
(Missing)	121	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not_neg	133420	89.8%
neg_amm	15129	10.2%

Most occurring characters

Value	Count	Frequency (%)
n	281969	27.1%
_	148549	14.3%
g	148549	14.3%
e	148549	14.3%
t	133420	12.8%
o	133420	12.8%
m	30258	2.9%
a	15129	1.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1039843	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	281969	27.1%
_	148549	14.3%
g	148549	14.3%
e	148549	14.3%
t	133420	12.8%
o	133420	12.8%
m	30258	2.9%
a	15129	1.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1039843	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	281969	27.1%
_	148549	14.3%
g	148549	14.3%
e	148549	14.3%
t	133420	12.8%
o	133420	12.8%
m	30258	2.9%
a	15129	1.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1039843	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	281969	27.1%
_	148549	14.3%
g	148549	14.3%
e	148549	14.3%
t	133420	12.8%
o	133420	12.8%
m	30258	2.9%
a	15129	1.5%

interest_only
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

not_int	141560
int_only	7110

Length

Max length	8
Median length	7
Mean length	7.047824
Min length	7

Characters and Unicode

Total characters	1047800
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	not_int
2nd row	not_int
3rd row	not_int
4th row	not_int
5th row	not_int

Common Values

Value	Count	Frequency (%)
not_int	141560	95.2%
int_only	7110	4.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not_int	141560	95.2%
int_only	7110	4.8%

Most occurring characters

Value	Count	Frequency (%)
n	297340	28.4%
t	290230	27.7%
o	148670	14.2%
_	148670	14.2%
i	148670	14.2%
l	7110	0.7%
y	7110	0.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1047800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	297340	28.4%
t	290230	27.7%
o	148670	14.2%
_	148670	14.2%
i	148670	14.2%
l	7110	0.7%
y	7110	0.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1047800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	297340	28.4%
t	290230	27.7%
o	148670	14.2%
_	148670	14.2%
i	148670	14.2%
l	7110	0.7%
y	7110	0.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1047800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	297340	28.4%
t	290230	27.7%
o	148670	14.2%
_	148670	14.2%
i	148670	14.2%
l	7110	0.7%
y	7110	0.7%

lump_sum_payment
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

not_lpsm	145286
lpsm	3384

Length

Max length	8
Median length	8
Mean length	7.9089527
Min length	4

Characters and Unicode

Total characters	1175824
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	not_lpsm
2nd row	lpsm
3rd row	not_lpsm
4th row	not_lpsm
5th row	not_lpsm

Common Values

Value	Count	Frequency (%)
not_lpsm	145286	97.7%
lpsm	3384	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not_lpsm	145286	97.7%
lpsm	3384	2.3%

Most occurring characters

Value	Count	Frequency (%)
m	148670	12.6%
s	148670	12.6%
p	148670	12.6%
l	148670	12.6%
_	145286	12.4%
t	145286	12.4%
o	145286	12.4%
n	145286	12.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1175824	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
m	148670	12.6%
s	148670	12.6%
p	148670	12.6%
l	148670	12.6%
_	145286	12.4%
t	145286	12.4%
o	145286	12.4%
n	145286	12.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1175824	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
m	148670	12.6%
s	148670	12.6%
p	148670	12.6%
l	148670	12.6%
_	145286	12.4%
t	145286	12.4%
o	145286	12.4%
n	145286	12.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1175824	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
m	148670	12.6%
s	148670	12.6%
p	148670	12.6%
l	148670	12.6%
_	145286	12.4%
t	145286	12.4%
o	145286	12.4%
n	145286	12.4%

property_value
Real number (ℝ)

High correlation Missing

Distinct	385
Distinct (%)	0.3%
Missing	15098
Missing (%)	10.2%
Infinite	0
Infinite (%)	0.0%
Mean	497893.47

Minimum	8000
Maximum	16508000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	8000
5-th percentile	148000
Q1	268000
median	418000
Q3	628000
95-th percentile	1058000
Maximum	16508000
Range	16500000
Interquartile range (IQR)	360000

Descriptive statistics

Standard deviation	359935.32
Coefficient of variation (CV)	0.72291633
Kurtosis	73.221196
Mean	497893.47
Median Absolute Deviation (MAD)	170000
Skewness	4.5862758
Sum	6.6504626 × 10¹⁰
Variance	1.2955343 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
308000	2792	1.9%
258000	2763	1.9%
358000	2679	1.8%
408000	2537	1.7%
328000	2524	1.7%
278000	2513	1.7%
268000	2497	1.7%
228000	2493	1.7%
238000	2408	1.6%
288000	2398	1.6%
Other values (375)	107968	72.6%
(Missing)	15098	10.2%

Value	Count	Frequency (%)
8000	6	< 0.1%
18000	1	< 0.1%
28000	9	< 0.1%
38000	35	< 0.1%
48000	71	< 0.1%
58000	141	0.1%
68000	271	0.2%
78000	387	0.3%
88000	568	0.4%
98000	556	0.4%

Value	Count	Frequency (%)
16508000	1	< 0.1%
12008000	1	< 0.1%
11008000	1	< 0.1%
10008000	1	< 0.1%
9268000	1	< 0.1%
8508000	1	< 0.1%
7608000	1	< 0.1%
6908000	1	< 0.1%
6508000	1	< 0.1%
6408000	1	< 0.1%

construction_type
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

sb	148637
mh	33

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	297340
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	sb
2nd row	sb
3rd row	sb
4th row	sb
5th row	sb

Common Values

Value	Count	Frequency (%)
sb	148637	> 99.9%
mh	33	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sb	148637	> 99.9%
mh	33	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
s	148637	50.0%
b	148637	50.0%
m	33	< 0.1%
h	33	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	297340	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
s	148637	50.0%
b	148637	50.0%
m	33	< 0.1%
h	33	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	297340	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
s	148637	50.0%
b	148637	50.0%
m	33	< 0.1%
h	33	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	297340	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
s	148637	50.0%
b	148637	50.0%
m	33	< 0.1%
h	33	< 0.1%

occupancy_type
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

pr	138201
ir	7340
sr	3129

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	297340
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	pr
2nd row	pr
3rd row	pr
4th row	pr
5th row	pr

Common Values

Value	Count	Frequency (%)
pr	138201	93.0%
ir	7340	4.9%
sr	3129	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pr	138201	93.0%
ir	7340	4.9%
sr	3129	2.1%

Most occurring characters

Value	Count	Frequency (%)
r	148670	50.0%
p	138201	46.5%
i	7340	2.5%
s	3129	1.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	297340	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	148670	50.0%
p	138201	46.5%
i	7340	2.5%
s	3129	1.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	297340	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	148670	50.0%
p	138201	46.5%
i	7340	2.5%
s	3129	1.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	297340	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	148670	50.0%
p	138201	46.5%
i	7340	2.5%
s	3129	1.1%

Secured_by
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

home	148637
land	33

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	594680
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	home
2nd row	home
3rd row	home
4th row	home
5th row	home

Common Values

Value	Count	Frequency (%)
home	148637	> 99.9%
land	33	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
home	148637	> 99.9%
land	33	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
h	148637	25.0%
o	148637	25.0%
m	148637	25.0%
e	148637	25.0%
l	33	< 0.1%
a	33	< 0.1%
n	33	< 0.1%
d	33	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	594680	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
h	148637	25.0%
o	148637	25.0%
m	148637	25.0%
e	148637	25.0%
l	33	< 0.1%
a	33	< 0.1%
n	33	< 0.1%
d	33	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	594680	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
h	148637	25.0%
o	148637	25.0%
m	148637	25.0%
e	148637	25.0%
l	33	< 0.1%
a	33	< 0.1%
n	33	< 0.1%
d	33	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	594680	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
h	148637	25.0%
o	148637	25.0%
m	148637	25.0%
e	148637	25.0%
l	33	< 0.1%
a	33	< 0.1%
n	33	< 0.1%
d	33	< 0.1%

total_units
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

1U	146480
2U	1477
3U	393
4U	320

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	297340
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1U
2nd row	1U
3rd row	1U
4th row	1U
5th row	1U

Common Values

Value	Count	Frequency (%)
1U	146480	98.5%
2U	1477	1.0%
3U	393	0.3%
4U	320	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1u	146480	98.5%
2u	1477	1.0%
3u	393	0.3%
4u	320	0.2%

Most occurring characters

Value	Count	Frequency (%)
U	148670	50.0%
1	146480	49.3%
2	1477	0.5%
3	393	0.1%
4	320	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	297340	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
U	148670	50.0%
1	146480	49.3%
2	1477	0.5%
3	393	0.1%
4	320	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	297340	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
U	148670	50.0%
1	146480	49.3%
2	1477	0.5%
3	393	0.1%
4	320	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	297340	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
U	148670	50.0%
1	146480	49.3%
2	1477	0.5%
3	393	0.1%
4	320	0.1%

income
Real number (ℝ)

High correlation Missing

Distinct	1001
Distinct (%)	0.7%
Missing	9150
Missing (%)	6.2%
Infinite	0
Infinite (%)	0.0%
Mean	6957.3389

Minimum	0
Maximum	578580
Zeros	1260
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	1920
Q1	3720
median	5760
Q3	8520
95-th percentile	15420
Maximum	578580
Range	578580
Interquartile range (IQR)	4800

Descriptive statistics

Standard deviation	6496.5864
Coefficient of variation (CV)	0.93377461
Kurtosis	885.29246
Mean	6957.3389
Median Absolute Deviation (MAD)	2280
Skewness	17.307695
Sum	9.7068792 × 10⁸
Variance	42205635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1260	0.8%
3600	1250	0.8%
4200	1243	0.8%
4800	1191	0.8%
3120	1168	0.8%
3720	1161	0.8%
3900	1159	0.8%
5400	1152	0.8%
3300	1144	0.8%
4500	1139	0.8%
Other values (991)	127653	85.9%
(Missing)	9150	6.2%

Value	Count	Frequency (%)
0	1260	0.8%
60	5	< 0.1%
120	12	< 0.1%
180	12	< 0.1%
240	15	< 0.1%
300	18	< 0.1%
360	11	< 0.1%
420	15	< 0.1%
480	11	< 0.1%
540	17	< 0.1%

Value	Count	Frequency (%)
578580	1	< 0.1%
377220	1	< 0.1%
374400	1	< 0.1%
335880	2	< 0.1%
329460	1	< 0.1%
322860	1	< 0.1%
312000	1	< 0.1%
240000	1	< 0.1%
235980	1	< 0.1%
198060	1	< 0.1%

credit_type
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

CIB	48152
CRIF	43901
EXP	41319
EQUI	15298

Length

Max length	4
Median length	3
Mean length	3.3981906
Min length	3

Characters and Unicode

Total characters	505209
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EXP
2nd row	EQUI
3rd row	EXP
4th row	EXP
5th row	CRIF

Common Values

Value	Count	Frequency (%)
CIB	48152	32.4%
CRIF	43901	29.5%
EXP	41319	27.8%
EQUI	15298	10.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cib	48152	32.4%
crif	43901	29.5%
exp	41319	27.8%
equi	15298	10.3%

Most occurring characters

Value	Count	Frequency (%)
I	107351	21.2%
C	92053	18.2%
E	56617	11.2%
B	48152	9.5%
R	43901	8.7%
F	43901	8.7%
X	41319	8.2%
P	41319	8.2%
Q	15298	3.0%
U	15298	3.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	505209	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
I	107351	21.2%
C	92053	18.2%
E	56617	11.2%
B	48152	9.5%
R	43901	8.7%
F	43901	8.7%
X	41319	8.2%
P	41319	8.2%
Q	15298	3.0%
U	15298	3.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	505209	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
I	107351	21.2%
C	92053	18.2%
E	56617	11.2%
B	48152	9.5%
R	43901	8.7%
F	43901	8.7%
X	41319	8.2%
P	41319	8.2%
Q	15298	3.0%
U	15298	3.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	505209	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
I	107351	21.2%
C	92053	18.2%
E	56617	11.2%
B	48152	9.5%
R	43901	8.7%
F	43901	8.7%
X	41319	8.2%
P	41319	8.2%
Q	15298	3.0%
U	15298	3.0%

Credit_Score
Real number (ℝ)

Distinct	401
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	699.7891

Minimum	500
Maximum	900
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	500
5-th percentile	519
Q1	599
median	699
Q3	800
95-th percentile	881
Maximum	900
Range	400
Interquartile range (IQR)	201

Descriptive statistics

Standard deviation	115.87586
Coefficient of variation (CV)	0.16558683
Kurtosis	-1.2026494
Mean	699.7891
Median Absolute Deviation (MAD)	100
Skewness	0.004766757
Sum	1.0403765 × 10⁸
Variance	13427.214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
763	415	0.3%
867	413	0.3%
639	411	0.3%
581	408	0.3%
554	407	0.3%
737	406	0.3%
519	406	0.3%
890	406	0.3%
566	405	0.3%
687	405	0.3%
Other values (391)	144588	97.3%

Value	Count	Frequency (%)
500	357	0.2%
501	357	0.2%
502	346	0.2%
503	383	0.3%
504	392	0.3%
505	379	0.3%
506	380	0.3%
507	386	0.3%
508	400	0.3%
509	348	0.2%

Value	Count	Frequency (%)
900	393	0.3%
899	352	0.2%
898	370	0.2%
897	383	0.3%
896	391	0.3%
895	371	0.2%
894	361	0.2%
893	348	0.2%
892	366	0.2%
891	376	0.3%

co-applicant_credit_type
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

CIB	74392
EXP	74278

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	446010
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CIB
2nd row	EXP
3rd row	CIB
4th row	CIB
5th row	EXP

Common Values

Value	Count	Frequency (%)
CIB	74392	50.0%
EXP	74278	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cib	74392	50.0%
exp	74278	50.0%

Most occurring characters

Value	Count	Frequency (%)
C	74392	16.7%
I	74392	16.7%
B	74392	16.7%
E	74278	16.7%
X	74278	16.7%
P	74278	16.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	446010	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
C	74392	16.7%
I	74392	16.7%
B	74392	16.7%
E	74278	16.7%
X	74278	16.7%
P	74278	16.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	446010	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
C	74392	16.7%
I	74392	16.7%
B	74392	16.7%
E	74278	16.7%
X	74278	16.7%
P	74278	16.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	446010	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
C	74392	16.7%
I	74392	16.7%
B	74392	16.7%
E	74278	16.7%
X	74278	16.7%
P	74278	16.7%

age
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	200
Missing (%)	0.1%
Memory size	1.1 MiB

45-54	34720
35-44	32818
55-64	32534
65-74	20744
25-34	19142
Other values (2)	8512

Length

Max length	5
Median length	5
Mean length	4.8853371
Min length	3

Characters and Unicode

Total characters	725326
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	25-34
2nd row	55-64
3rd row	35-44
4th row	45-54
5th row	25-34

Common Values

Value	Count	Frequency (%)
45-54	34720	23.4%
35-44	32818	22.1%
55-64	32534	21.9%
65-74	20744	14.0%
25-34	19142	12.9%
>74	7175	4.8%
<25	1337	0.9%
(Missing)	200	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
45-54	34720	23.4%
35-44	32818	22.1%
55-64	32534	21.9%
65-74	20744	14.0%
25-34	19142	12.9%
74	7175	4.8%
25	1337	0.9%

Most occurring characters

Value	Count	Frequency (%)
4	214671	29.6%
5	208549	28.8%
-	139958	19.3%
6	53278	7.3%
3	51960	7.2%
7	27919	3.8%
2	20479	2.8%
>	7175	1.0%
<	1337	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	725326	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	214671	29.6%
5	208549	28.8%
-	139958	19.3%
6	53278	7.3%
3	51960	7.2%
7	27919	3.8%
2	20479	2.8%
>	7175	1.0%
<	1337	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	725326	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	214671	29.6%
5	208549	28.8%
-	139958	19.3%
6	53278	7.3%
3	51960	7.2%
7	27919	3.8%
2	20479	2.8%
>	7175	1.0%
<	1337	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	725326	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	214671	29.6%
5	208549	28.8%
-	139958	19.3%
6	53278	7.3%
3	51960	7.2%
7	27919	3.8%
2	20479	2.8%
>	7175	1.0%
<	1337	0.2%

submission_of_application
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	200
Missing (%)	0.1%
Memory size	1.1 MiB

to_inst	95814
not_inst	52656

Length

Max length	8
Median length	7
Mean length	7.3546575
Min length	7

Characters and Unicode

Total characters	1091946
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	to_inst
2nd row	to_inst
3rd row	to_inst
4th row	not_inst
5th row	not_inst

Common Values

Value	Count	Frequency (%)
to_inst	95814	64.4%
not_inst	52656	35.4%
(Missing)	200	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
to_inst	95814	64.5%
not_inst	52656	35.5%

Most occurring characters

Value	Count	Frequency (%)
t	296940	27.2%
n	201126	18.4%
o	148470	13.6%
_	148470	13.6%
i	148470	13.6%
s	148470	13.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1091946	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	296940	27.2%
n	201126	18.4%
o	148470	13.6%
_	148470	13.6%
i	148470	13.6%
s	148470	13.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1091946	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	296940	27.2%
n	201126	18.4%
o	148470	13.6%
_	148470	13.6%
i	148470	13.6%
s	148470	13.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1091946	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	296940	27.2%
n	201126	18.4%
o	148470	13.6%
_	148470	13.6%
i	148470	13.6%
s	148470	13.6%

LTV
Real number (ℝ)

Missing Skewed

Distinct	8484
Distinct (%)	6.4%
Missing	15098
Missing (%)	10.2%
Infinite	0
Infinite (%)	0.0%
Mean	72.746457

Minimum	0.9674782
Maximum	7831.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0.9674782
5-th percentile	36.350575
Q1	60.47486
median	75.13587
Q3	86.184211
95-th percentile	98.728814
Maximum	7831.25
Range	7830.2825
Interquartile range (IQR)	25.70935

Descriptive statistics

Standard deviation	39.967603
Coefficient of variation (CV)	0.54940961
Kurtosis	19979.045
Mean	72.746457
Median Absolute Deviation (MAD)	12.514733
Skewness	120.61534
Sum	9716889.8
Variance	1597.4093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
81.25	530	0.4%
91.66666667	499	0.3%
80.03875969	380	0.3%
80.03246753	328	0.2%
94.95614035	322	0.2%
78.84615385	317	0.2%
78.64583333	310	0.2%
80.06329114	309	0.2%
79.04040404	309	0.2%
95.16806723	306	0.2%
Other values (8474)	129962	87.4%
(Missing)	15098	10.2%

Value	Count	Frequency (%)
0.967478198	1	< 0.1%
2.072942643	1	< 0.1%
2.767587397	1	< 0.1%
2.81374502	1	< 0.1%
2.856420627	1	< 0.1%
2.992584746	1	< 0.1%
3.083554377	1	< 0.1%
3.125	1	< 0.1%
3.74668435	1	< 0.1%
3.875171468	1	< 0.1%

Value	Count	Frequency (%)
7831.25	1	< 0.1%
6706.25	1	< 0.1%
5206.25	1	< 0.1%
4706.25	1	< 0.1%
2956.25	1	< 0.1%
2331.25	1	< 0.1%
263.5416667	1	< 0.1%
237.5	2	< 0.1%
220.3629032	1	< 0.1%
201.7857143	1	< 0.1%

Region
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

North	74722
south	64016
central	8697
North-East	1235

Length

Max length	10
Median length	5
Mean length	5.1585323
Min length	5

Characters and Unicode

Total characters	766919
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	south
2nd row	North
3rd row	south
4th row	North
5th row	North

Common Values

Value	Count	Frequency (%)
North	74722	50.3%
south	64016	43.1%
central	8697	5.8%
North-East	1235	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
north	74722	50.3%
south	64016	43.1%
central	8697	5.8%
north-east	1235	0.8%

Most occurring characters

Value	Count	Frequency (%)
t	149905	19.5%
o	139973	18.3%
h	139973	18.3%
r	84654	11.0%
N	75957	9.9%
s	65251	8.5%
u	64016	8.3%
a	9932	1.3%
e	8697	1.1%
c	8697	1.1%
Other values (4)	19864	2.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	766919	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	149905	19.5%
o	139973	18.3%
h	139973	18.3%
r	84654	11.0%
N	75957	9.9%
s	65251	8.5%
u	64016	8.3%
a	9932	1.3%
e	8697	1.1%
c	8697	1.1%
Other values (4)	19864	2.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	766919	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	149905	19.5%
o	139973	18.3%
h	139973	18.3%
r	84654	11.0%
N	75957	9.9%
s	65251	8.5%
u	64016	8.3%
a	9932	1.3%
e	8697	1.1%
c	8697	1.1%
Other values (4)	19864	2.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	766919	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	149905	19.5%
o	139973	18.3%
h	139973	18.3%
r	84654	11.0%
N	75957	9.9%
s	65251	8.5%
u	64016	8.3%
a	9932	1.3%
e	8697	1.1%
c	8697	1.1%
Other values (4)	19864	2.6%

Security_Type
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

direct	148637
Indriect	33

Length

Max length	8
Median length	6
Mean length	6.0004439
Min length	6

Characters and Unicode

Total characters	892086
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	direct
2nd row	direct
3rd row	direct
4th row	direct
5th row	direct

Common Values

Value	Count	Frequency (%)
direct	148637	> 99.9%
Indriect	33	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
direct	148637	> 99.9%
indriect	33	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
d	148670	16.7%
i	148670	16.7%
r	148670	16.7%
e	148670	16.7%
c	148670	16.7%
t	148670	16.7%
I	33	< 0.1%
n	33	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	892086	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	148670	16.7%
i	148670	16.7%
r	148670	16.7%
e	148670	16.7%
c	148670	16.7%
t	148670	16.7%
I	33	< 0.1%
n	33	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	892086	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	148670	16.7%
i	148670	16.7%
r	148670	16.7%
e	148670	16.7%
c	148670	16.7%
t	148670	16.7%
I	33	< 0.1%
n	33	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	892086	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	148670	16.7%
i	148670	16.7%
r	148670	16.7%
e	148670	16.7%
c	148670	16.7%
t	148670	16.7%
I	33	< 0.1%
n	33	< 0.1%

Status
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	112031
1	36639

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	148670
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	112031	75.4%
1	36639	24.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	112031	75.4%
1	36639	24.6%

Most occurring characters

Value	Count	Frequency (%)
0	112031	75.4%
1	36639	24.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	148670	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	112031	75.4%
1	36639	24.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	148670	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	112031	75.4%
1	36639	24.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	148670	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	112031	75.4%
1	36639	24.6%

dtir1
Real number (ℝ)

Missing

Distinct	57
Distinct (%)	< 0.1%
Missing	24121
Missing (%)	16.2%
Infinite	0
Infinite (%)	0.0%
Mean	37.732932

Minimum	5
Maximum	61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	5
5-th percentile	20
Q1	31
median	39
Q3	45
95-th percentile	54
Maximum	61
Range	56
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.545435
Coefficient of variation (CV)	0.27947563
Kurtosis	0.37888256
Mean	37.732932
Median Absolute Deviation (MAD)	7
Skewness	-0.55146496
Sum	4699599
Variance	111.2062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	6848	4.6%
36	6553	4.4%
44	6500	4.4%
49	6309	4.2%
43	5307	3.6%
42	5121	3.4%
41	4881	3.3%
40	4699	3.2%
39	4540	3.1%
38	4461	3.0%
Other values (47)	69330	46.6%
(Missing)	24121	16.2%

Value	Count	Frequency (%)
5	386	0.3%
6	420	0.3%
7	379	0.3%
8	433	0.3%
9	395	0.3%
10	386	0.3%
11	400	0.3%
12	383	0.3%
13	421	0.3%
14	393	0.3%

Value	Count	Frequency (%)
61	692	0.5%
60	832	0.6%
59	812	0.5%
58	757	0.5%
57	823	0.6%
56	746	0.5%
55	798	0.5%
54	832	0.6%
53	787	0.5%
52	777	0.5%

Interactions

Correlations

	Credit_Score	Credit_Worthiness	Gender	ID	Interest_rate_spread	LTV	Neg_ammortization	Region	Secured_by	Security_Type	Status	Upfront_charges	age	approv_in_adv	business_or_commercial	co-applicant_credit_type	construction_type	credit_type	dtir1	income	interest_only	loan_amount	loan_limit	loan_purpose	loan_type	lump_sum_payment	occupancy_type	open_credit	property_value	rate_of_interest	submission_of_application	term	total_units
Credit_Score	1.000	0.006	0.000	-0.001	-0.003	-0.004	0.002	0.000	0.007	0.007	0.005	-0.002	0.004	0.000	0.000	0.000	0.007	0.003	-0.000	0.001	0.000	0.005	0.000	0.007	0.000	0.000	0.003	0.000	0.005	-0.002	0.006	-0.005	0.003
Credit_Worthiness	0.006	1.000	0.004	0.006	0.056	0.012	0.059	0.005	0.000	0.000	0.035	0.000	0.010	0.062	0.001	0.013	0.000	0.023	0.015	0.013	0.050	0.014	0.024	0.050	0.013	0.031	0.007	0.230	0.038	0.165	0.022	0.220	0.008
Gender	0.000	0.004	1.000	0.000	0.072	0.002	0.017	0.376	0.003	0.003	0.084	0.046	0.071	0.012	0.048	0.665	0.003	0.023	0.038	0.009	0.012	0.113	0.039	0.069	0.080	0.012	0.020	0.022	0.023	0.039	0.360	0.045	0.013
ID	-0.001	0.006	0.000	1.000	0.003	-0.005	0.000	0.000	0.005	0.005	0.004	-0.005	0.000	0.000	0.000	0.007	0.005	0.005	-0.007	0.004	0.006	-0.001	0.000	0.000	0.002	0.000	0.000	0.008	0.001	-0.000	0.002	-0.002	0.004
Interest_rate_spread	-0.003	0.056	0.072	0.003	1.000	0.111	0.037	0.022	1.000	1.000	1.000	0.100	0.034	0.056	0.385	0.068	1.000	0.026	0.075	-0.251	0.013	-0.426	0.055	0.189	0.412	0.010	0.128	0.058	-0.452	0.583	0.299	-0.166	0.027
LTV	-0.004	0.012	0.002	-0.005	0.111	1.000	0.000	0.000	0.000	0.000	0.003	-0.115	0.000	0.003	0.016	0.004	0.000	0.000	0.156	-0.023	0.000	0.083	0.008	0.000	0.010	0.000	0.000	0.000	-0.365	0.030	0.006	0.210	0.000
Neg_ammortization	0.002	0.059	0.017	0.000	0.037	0.000	1.000	0.007	0.006	0.006	0.156	0.025	0.015	0.078	0.014	0.010	0.006	0.079	0.031	0.008	0.018	0.029	0.008	0.073	0.019	0.051	0.031	0.000	0.010	0.177	0.051	0.199	0.014
Region	0.000	0.005	0.376	0.000	0.022	0.000	0.007	1.000	0.004	0.004	0.050	0.030	0.024	0.008	0.054	0.030	0.004	0.015	0.026	0.000	0.000	0.005	0.007	0.047	0.051	0.013	0.032	0.009	0.008	0.012	0.145	0.028	0.006
Secured_by	0.007	0.000	0.003	0.005	1.000	0.000	0.006	0.004	1.000	0.985	0.025	1.000	0.004	0.000	0.006	0.005	0.985	0.003	0.000	0.000	0.000	0.000	0.002	0.004	0.007	0.005	0.000	0.000	0.000	1.000	0.000	0.000	0.000
Security_Type	0.007	0.000	0.003	0.005	1.000	0.000	0.006	0.004	0.985	1.000	0.025	1.000	0.004	0.000	0.006	0.005	0.985	0.003	0.000	0.000	0.000	0.000	0.002	0.004	0.007	0.005	0.000	0.000	0.000	1.000	0.000	0.000	0.000
Status	0.005	0.035	0.084	0.004	1.000	0.003	0.156	0.050	0.025	0.025	1.000	0.010	0.050	0.037	0.092	0.144	0.025	0.592	0.224	0.009	0.014	0.085	0.054	0.040	0.094	0.188	0.030	0.010	0.025	0.025	0.121	0.102	0.029
Upfront_charges	-0.002	0.000	0.046	-0.005	0.100	-0.115	0.025	0.030	1.000	1.000	0.010	1.000	0.029	0.005	0.107	0.034	1.000	0.009	-0.017	-0.080	0.000	-0.116	0.075	0.087	0.084	0.000	0.026	1.000	-0.075	-0.052	0.165	-0.116	0.037
age	0.004	0.010	0.071	0.000	0.034	0.000	0.015	0.024	0.004	0.004	0.050	0.029	1.000	0.032	0.079	0.049	0.004	0.020	0.033	0.007	0.007	0.081	0.032	0.191	0.108	0.011	0.060	0.040	0.024	0.030	0.270	0.056	0.007
approv_in_adv	0.000	0.062	0.012	0.000	0.056	0.003	0.078	0.008	0.000	0.000	0.037	0.005	0.032	1.000	0.010	0.012	0.000	0.018	0.017	0.000	0.074	0.029	0.096	0.154	0.013	0.061	0.020	0.005	0.016	0.083	0.081	0.047	0.004
business_or_commercial	0.000	0.001	0.048	0.000	0.385	0.016	0.014	0.054	0.006	0.006	0.092	0.107	0.079	0.010	1.000	0.023	0.006	0.028	0.303	0.012	0.007	0.142	0.022	0.065	1.000	0.014	0.111	0.024	0.044	0.050	0.090	0.102	0.026
co-applicant_credit_type	0.000	0.013	0.665	0.007	0.068	0.004	0.010	0.030	0.005	0.005	0.144	0.034	0.049	0.012	0.023	1.000	0.005	0.339	0.053	0.008	0.014	0.130	0.041	0.045	0.050	0.034	0.026	0.016	0.033	0.044	0.062	0.018	0.000
construction_type	0.007	0.000	0.003	0.005	1.000	0.000	0.006	0.004	0.985	0.985	0.025	1.000	0.004	0.000	0.006	0.005	1.000	0.003	0.000	0.000	0.000	0.000	0.002	0.004	0.007	0.005	0.000	0.000	0.000	1.000	0.000	0.000	0.000
credit_type	0.003	0.023	0.023	0.005	0.026	0.000	0.079	0.015	0.003	0.003	0.592	0.009	0.020	0.018	0.028	0.339	0.003	1.000	0.004	0.000	0.014	0.019	0.032	0.039	0.049	0.121	0.008	0.009	0.006	0.027	0.046	0.034	0.000
dtir1	-0.000	0.015	0.038	-0.007	0.075	0.156	0.031	0.026	0.000	0.000	0.224	-0.017	0.033	0.017	0.303	0.053	0.000	0.004	1.000	-0.307	0.004	0.021	0.034	0.082	0.262	0.041	0.039	0.013	-0.048	0.062	0.056	0.108	0.014
income	0.001	0.013	0.009	0.004	-0.251	-0.023	0.008	0.000	0.000	0.000	0.009	-0.080	0.007	0.000	0.012	0.008	0.000	0.000	-0.307	1.000	0.000	0.642	0.047	0.014	0.010	0.000	0.044	0.010	0.606	-0.090	0.020	-0.041	0.017
interest_only	0.000	0.050	0.012	0.006	0.013	0.000	0.018	0.000	0.000	0.000	0.014	0.000	0.007	0.074	0.007	0.014	0.000	0.014	0.004	0.000	1.000	0.000	0.031	0.022	0.011	0.033	0.011	0.273	0.040	0.134	0.010	0.024	0.003
loan_amount	0.005	0.014	0.113	-0.001	-0.426	0.083	0.029	0.005	0.000	0.000	0.085	-0.116	0.081	0.029	0.142	0.130	0.000	0.019	0.021	0.642	0.000	1.000	0.456	0.102	0.105	0.007	0.033	0.030	0.857	-0.172	0.411	0.196	0.079
loan_limit	0.000	0.024	0.039	0.000	0.055	0.008	0.008	0.007	0.002	0.002	0.054	0.075	0.032	0.096	0.022	0.041	0.002	0.032	0.034	0.047	0.031	0.456	1.000	0.041	0.063	0.019	0.015	0.018	0.150	0.053	0.011	0.075	0.008
loan_purpose	0.007	0.050	0.069	0.000	0.189	0.000	0.073	0.047	0.004	0.004	0.040	0.087	0.191	0.154	0.065	0.045	0.004	0.039	0.082	0.014	0.022	0.102	0.041	1.000	0.066	0.016	0.132	0.083	0.029	0.192	0.265	0.107	0.017
loan_type	0.000	0.013	0.080	0.002	0.412	0.010	0.019	0.051	0.007	0.007	0.094	0.084	0.108	0.013	1.000	0.050	0.007	0.049	0.262	0.010	0.011	0.105	0.063	0.066	1.000	0.014	0.109	0.034	0.039	0.220	0.110	0.105	0.028
lump_sum_payment	0.000	0.031	0.012	0.000	0.010	0.000	0.051	0.013	0.005	0.005	0.188	0.000	0.011	0.061	0.014	0.034	0.005	0.121	0.041	0.000	0.033	0.007	0.019	0.016	0.014	1.000	0.000	0.004	0.000	0.012	0.013	0.013	0.000
occupancy_type	0.003	0.007	0.020	0.000	0.128	0.000	0.031	0.032	0.000	0.000	0.030	0.026	0.060	0.020	0.111	0.026	0.000	0.008	0.039	0.044	0.011	0.033	0.015	0.132	0.109	0.000	1.000	0.014	0.000	0.191	0.067	0.024	0.169
open_credit	0.000	0.230	0.022	0.008	0.058	0.000	0.000	0.009	0.000	0.000	0.010	1.000	0.040	0.005	0.024	0.016	0.000	0.009	0.013	0.010	0.273	0.030	0.018	0.083	0.034	0.004	0.014	1.000	0.137	0.459	0.045	0.025	0.005
property_value	0.005	0.038	0.023	0.001	-0.452	-0.365	0.010	0.008	0.000	0.000	0.025	-0.075	0.024	0.016	0.044	0.033	0.000	0.006	-0.048	0.606	0.040	0.857	0.150	0.029	0.039	0.000	0.000	0.137	1.000	-0.179	0.039	0.088	0.034
rate_of_interest	-0.002	0.165	0.039	-0.000	0.583	0.030	0.177	0.012	1.000	1.000	0.025	-0.052	0.030	0.083	0.050	0.044	1.000	0.027	0.062	-0.090	0.134	-0.172	0.053	0.192	0.220	0.012	0.191	0.459	-0.179	1.000	0.124	0.191	0.058
submission_of_application	0.006	0.022	0.360	0.002	0.299	0.006	0.051	0.145	0.000	0.000	0.121	0.165	0.270	0.081	0.090	0.062	0.000	0.046	0.056	0.020	0.010	0.411	0.011	0.265	0.110	0.013	0.067	0.045	0.039	0.124	1.000	0.173	0.070
term	-0.005	0.220	0.045	-0.002	-0.166	0.210	0.199	0.028	0.000	0.000	0.102	-0.116	0.056	0.047	0.102	0.018	0.000	0.034	0.108	-0.041	0.024	0.196	0.075	0.107	0.105	0.013	0.024	0.025	0.088	0.191	0.173	1.000	0.013
total_units	0.003	0.008	0.013	0.004	0.027	0.000	0.014	0.006	0.000	0.000	0.029	0.037	0.007	0.004	0.026	0.000	0.000	0.000	0.014	0.017	0.003	0.079	0.008	0.017	0.028	0.000	0.169	0.005	0.034	0.058	0.070	0.013	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	ID	year	loan_limit	Gender	approv_in_adv	loan_type	loan_purpose	Credit_Worthiness	open_credit	business_or_commercial	loan_amount	rate_of_interest	Interest_rate_spread	Upfront_charges	term	Neg_ammortization	interest_only	lump_sum_payment	property_value	construction_type	occupancy_type	Secured_by	total_units	income	credit_type	Credit_Score	co-applicant_credit_type	age	submission_of_application	LTV	Region	Security_Type	Status	dtir1
0	24890	2019	cf	Sex Not Available	nopre	type1	p1	l1	nopc	nob/c	116500	NaN	NaN	NaN	360.0	not_neg	not_int	not_lpsm	118000.0	sb	pr	home	1U	1740.0	EXP	758	CIB	25-34	to_inst	98.728814	south	direct	1	45.0
1	24891	2019	cf	Male	nopre	type2	p1	l1	nopc	b/c	206500	NaN	NaN	NaN	360.0	not_neg	not_int	lpsm	NaN	sb	pr	home	1U	4980.0	EQUI	552	EXP	55-64	to_inst	NaN	North	direct	1	NaN
2	24892	2019	cf	Male	pre	type1	p1	l1	nopc	nob/c	406500	4.560	0.2000	595.00	360.0	neg_amm	not_int	not_lpsm	508000.0	sb	pr	home	1U	9480.0	EXP	834	CIB	35-44	to_inst	80.019685	south	direct	0	46.0
3	24893	2019	cf	Male	nopre	type1	p4	l1	nopc	nob/c	456500	4.250	0.6810	NaN	360.0	not_neg	not_int	not_lpsm	658000.0	sb	pr	home	1U	11880.0	EXP	587	CIB	45-54	not_inst	69.376900	North	direct	0	42.0
4	24894	2019	cf	Joint	pre	type1	p1	l1	nopc	nob/c	696500	4.000	0.3042	0.00	360.0	not_neg	not_int	not_lpsm	758000.0	sb	pr	home	1U	10440.0	CRIF	602	EXP	25-34	not_inst	91.886544	North	direct	0	39.0
5	24895	2019	cf	Joint	pre	type1	p1	l1	nopc	nob/c	706500	3.990	0.1523	370.00	360.0	not_neg	not_int	not_lpsm	1008000.0	sb	pr	home	1U	10080.0	EXP	864	EXP	35-44	not_inst	70.089286	North	direct	0	40.0
6	24896	2019	cf	Joint	pre	type1	p3	l1	nopc	nob/c	346500	4.500	0.9998	5120.00	360.0	not_neg	not_int	not_lpsm	438000.0	sb	pr	home	1U	5040.0	EXP	860	EXP	55-64	to_inst	79.109589	North	direct	0	44.0
7	24897	2019	NaN	Female	nopre	type1	p4	l1	nopc	nob/c	266500	4.125	0.2975	5609.88	360.0	not_neg	not_int	not_lpsm	308000.0	sb	pr	home	1U	3780.0	CIB	863	CIB	55-64	to_inst	86.525974	North	direct	0	42.0
8	24898	2019	cf	Joint	nopre	type1	p3	l1	nopc	nob/c	376500	4.875	0.7395	1150.00	360.0	not_neg	not_int	not_lpsm	478000.0	sb	pr	home	1U	5580.0	CIB	580	EXP	55-64	to_inst	78.765690	central	direct	0	44.0
9	24899	2019	cf	Sex Not Available	nopre	type3	p3	l1	nopc	nob/c	436500	3.490	-0.2776	2316.50	360.0	not_neg	not_int	not_lpsm	688000.0	sb	pr	home	1U	6720.0	CIB	788	EXP	55-64	to_inst	63.444767	south	direct	0	30.0

	ID	year	loan_limit	Gender	approv_in_adv	loan_type	loan_purpose	Credit_Worthiness	open_credit	business_or_commercial	loan_amount	rate_of_interest	Interest_rate_spread	Upfront_charges	term	Neg_ammortization	interest_only	lump_sum_payment	property_value	construction_type	occupancy_type	Secured_by	total_units	income	credit_type	Credit_Score	co-applicant_credit_type	age	submission_of_application	LTV	Region	Security_Type	Status	dtir1
148660	173550	2019	cf	Female	nopre	type1	p4	l1	nopc	nob/c	366500	3.875	-0.1171	3643.16	360.0	not_neg	not_int	not_lpsm	658000.0	sb	pr	home	1U	7200.0	CIB	851	EXP	45-54	not_inst	55.699088	North	direct	0	20.0
148661	173551	2019	cf	Sex Not Available	nopre	type2	p4	l1	nopc	b/c	346500	NaN	NaN	NaN	360.0	not_neg	not_int	not_lpsm	358000.0	sb	pr	home	1U	NaN	EXP	585	CIB	25-34	to_inst	96.787710	south	direct	1	NaN
148662	173552	2019	cf	Joint	nopre	type1	p4	l1	nopc	nob/c	646500	3.625	0.0743	7639.80	360.0	not_neg	int_only	not_lpsm	828000.0	sb	pr	home	1U	13500.0	CIB	873	EXP	45-54	not_inst	78.079710	North	direct	0	31.0
148663	173553	2019	cf	Male	nopre	type2	p1	l1	nopc	b/c	106500	NaN	NaN	NaN	360.0	not_neg	not_int	not_lpsm	NaN	sb	pr	home	1U	1860.0	EQUI	619	EXP	<25	to_inst	NaN	North	direct	1	NaN
148664	173554	2019	cf	Joint	nopre	type2	p1	l1	nopc	b/c	156500	3.990	1.4015	3113.06	360.0	not_neg	not_int	not_lpsm	158000.0	sb	pr	home	1U	4020.0	EXP	859	EXP	65-74	to_inst	99.050633	central	direct	0	45.0
148665	173555	2019	cf	Sex Not Available	nopre	type1	p3	l1	nopc	nob/c	436500	3.125	0.2571	9960.00	180.0	not_neg	not_int	not_lpsm	608000.0	sb	pr	home	1U	7860.0	CIB	659	EXP	55-64	to_inst	71.792763	south	direct	0	48.0
148666	173556	2019	cf	Male	nopre	type1	p1	l1	nopc	nob/c	586500	5.190	0.8544	0.00	360.0	not_neg	not_int	not_lpsm	788000.0	sb	ir	home	4U	7140.0	CIB	569	CIB	25-34	not_inst	74.428934	south	direct	0	15.0
148667	173557	2019	cf	Male	nopre	type1	p4	l1	nopc	nob/c	446500	3.125	0.0816	1226.64	180.0	not_neg	not_int	not_lpsm	728000.0	sb	pr	home	1U	6900.0	CIB	702	EXP	45-54	not_inst	61.332418	North	direct	0	49.0
148668	173558	2019	cf	Female	nopre	type1	p4	l1	nopc	nob/c	196500	3.500	0.5824	4323.33	180.0	not_neg	not_int	not_lpsm	278000.0	sb	pr	home	1U	7140.0	EXP	737	EXP	55-64	to_inst	70.683453	North	direct	0	29.0
148669	173559	2019	cf	Female	nopre	type1	p3	l1	nopc	nob/c	406500	4.375	1.3871	6000.00	240.0	not_neg	not_int	not_lpsm	558000.0	sb	pr	home	1U	7260.0	CIB	830	CIB	45-54	not_inst	72.849462	North	direct	0	44.0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)